Patients are treated at the recommended United States Food and Drug Administration approved schedule of oral sunitinib administered at 25-50 mg per day for 4 weeks, in cycles of six weeks. Four weeks of treatment with sunitinib, 25-50 mg per day followed by a 2 weeks off period. In the absence of disease progression, administration of sunitinib will continue.